{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stable Neural ODEs (*Stable Neural Flows*)\n",
    "\n",
    "First introduced in [Massaroli, Poli et al, 2020](https://arxiv.org/abs/2003.08063) *Stable Neural FLows* represent a stable variant of Neural ODEs. Their most simple realization has the general neural ODE form\n",
    "\n",
    "$$\n",
    "    \\begin{aligned}\n",
    "        &\\bf{\\dot  z} = -\\nabla_z\\varepsilon(t, x, z, \\theta)\\\\\n",
    "        &{\\bf z}(0) = h_x(\\bf x)\n",
    "    \\end{aligned}\n",
    "$$\n",
    "\n",
    "where $\\varepsilon(x, z, \\theta)$ is a neural network.\n",
    "\n",
    "They can be used both as general-purpose modules (e.g. classification, continuous normalizing flows) or, thanks to their unique structure, they can be employed to learn dynamical systems in a similar fashion to Lagrangian/Hamiltonian-inspired models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchdyn.core import NeuralODE, ODEProblem\n",
    "from torchdyn.nn import DataControl, DepthCat, Augmenter\n",
    "from torchdyn.datasets import *\n",
    "from torchdyn.utils import *\n",
    "import torch\n",
    "import torch.nn as nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# quick run for automated notebook validation\n",
    "dry_run = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vanilla Version of stable neural flows\n",
    "class Stable(nn.Module):\n",
    "    \"\"\"Stable Neural Flow\"\"\"\n",
    "    def __init__(self, net, depthvar=False, controlled=False):\n",
    "        super().__init__()\n",
    "        self.net, self.depthvar, self.controlled = net, depthvar, controlled\n",
    "        \n",
    "    def forward(self, x):\n",
    "        with torch.set_grad_enabled(True):\n",
    "            bs, n = x.shape[0], x.shape[1] // 2\n",
    "            x = x.requires_grad_(True)\n",
    "            eps = self.net(x).sum()\n",
    "            out = -torch.autograd.grad(eps, x, allow_unused=False, create_graph=True)[0] \n",
    "        out = out[:,:-1] if self.depthvar else out\n",
    "        out = out[:,:-2] if self.controlled else out\n",
    "        return out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learning Dynamical Systems\n",
    "\n",
    "Stable neural flows variants in a (autonomous) [port--Hamiltonian](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.366.3380&rep=rep1&type=pdf) form \n",
    "\n",
    "$$\n",
    "    \\bf{\\dot  z} = F({\\bf z})\\nabla_z\\varepsilon(z)\n",
    "$$\n",
    "\n",
    "generalizes the Hamiltonian paradigm to modeling multi-physics systems. They obey to the *power balance equation*\n",
    "\n",
    "$$\n",
    "    \\frac{d \\varepsilon}{d t}  = (\\nabla\\varepsilon)^\\top {\\bf F(z)}\\nabla\\varepsilon\n",
    "$$\n",
    "\n",
    "Therefore, if one wants to learn e.g. some conservative process (of any nature), it is sufficient to introduce the inductive bias on $\\bf F$ to be a skew-symmetric matrix such that $\\dot \\varepsilon = 0$. \n",
    "\n",
    "Here, we showcase the capibilities of stable neural flows (in port-Hamiltonian form) in such tasks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Conservative variant of stable neural flow\n",
    "class ConservativeStable(nn.Module):\n",
    "    \"\"\"Conservative Stable Neural Flow\"\"\"\n",
    "    def __init__(self, net, depthvar=False, controlled=False):\n",
    "        super().__init__()\n",
    "        self.net, self.depthvar, self.controlled = net, depthvar, controlled\n",
    "        self.M = torch.nn.Parameter(torch.randn(2,2)).to(device)\n",
    "    \n",
    "    # impose the system matrix to be skew symmetric\n",
    "    def Skew(self):\n",
    "        return .5*(self.M - self.M.T)\n",
    "\n",
    "    def forward(self, x):\n",
    "        with torch.set_grad_enabled(True):\n",
    "            bs, n = x.shape[0], x.shape[1] // 2\n",
    "            x = x.requires_grad_(True)\n",
    "            eps = self.net(x).sum()\n",
    "            out = -torch.autograd.grad(eps, x, allow_unused=False, create_graph=True)[0] \n",
    "            #self.out = out\n",
    "        out = out[:,:-1] if self.depthvar else out\n",
    "        out = out[:,:-2] if self.controlled else out\n",
    "        return out @ self.Skew()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We aim at using a stable neural ODE learning the following conservative nonlinear dynamical system\n",
    "$$    \n",
    "    \\begin{bmatrix}\n",
    "        \\dot x\\\\\n",
    "        \\dot v\n",
    "    \\end{bmatrix} =\n",
    "    \\begin{bmatrix}\n",
    "        v(t)\\\\\n",
    "        \\pi\\left[\\cos\\left(\\pi x(t) - \\frac{\\pi}{2}\\right) - x(t)\\right]\n",
    "    \\end{bmatrix} \n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We use this class to simulate through torchdyn the above nonlinear system\n",
    "class odefunc(nn.Module):\n",
    "    def __init__(self, sys):\n",
    "        super().__init__()\n",
    "        self.sys = sys\n",
    "    def forward(self, x):\n",
    "        return self.sys(x)\n",
    "## nonlinear conservative vector field   \n",
    "def sys(x):\n",
    "    dxdt =  x[:,1]\n",
    "    dydt =  1*np.pi*torch.cos(np.pi*x[:,0]-np.pi/2) - np.pi*x[:,0]# - .5*np.pi*x[:,1]\n",
    "    return torch.cat([dxdt[:,None], dydt[:,None]], 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your vector field callable (nn.Module) should have both time `t` and state `x` as arguments, we've wrapped it for you.\n",
      "Your vector field does not have `nn.Parameters` to optimize.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the system model just like a neural ODE\n",
    "system = ODEProblem(odefunc(sys), solver='dopri5')\n",
    "x0, t_span = torch.randn(1000,2), torch.linspace(0, 2, 100)\n",
    "# simulate the system\n",
    "_, traj = system(x0, t_span)\n",
    "\n",
    "# plot the trajectories\n",
    "for i in range(len(x0)):\n",
    "    plt.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train the conservative stable neural flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "# Data\n",
    "vf = odefunc(sys)\n",
    "X = 4*torch.rand(2048,2).to(device)\n",
    "y = vf(X)\n",
    "train = data.TensorDataset(X, y)\n",
    "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytorch_lightning as pl\n",
    "import copy\n",
    "        \n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.model.defunc(0,x)\n",
    "    \n",
    "    def loss(self, y, y_hat):\n",
    "        return ((y-y_hat)**2).sum(1).mean()\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x = torch.randn(2048,2).to(device)\n",
    "        y = vf(x)\n",
    "        y_hat = self.model.vf(0,x)   \n",
    "        loss = self.loss(y_hat, y)\n",
    "        logs = {'train_loss': loss}\n",
    "        return {'loss': loss, 'log': logs}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.001)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your vector field callable (nn.Module) should have both time `t` and state `x` as arguments, we've wrapped it for you.\n"
     ]
    }
   ],
   "source": [
    "# vector field parametrized by a NN\n",
    "h_dim = 128\n",
    "f = ConservativeStable(nn.Sequential(\n",
    "                  nn.Linear(2,h_dim),\n",
    "                  nn.Tanh(), \n",
    "                  nn.Linear(h_dim,h_dim),\n",
    "                  nn.Tanh(),\n",
    "                  nn.Linear(h_dim,h_dim),\n",
    "                  nn.Tanh(),\n",
    "                  nn.Linear(h_dim, 1)))            \n",
    "\n",
    "# neural ODE\n",
    "model = NeuralODE(f, \n",
    "                 order=1,\n",
    "                 solver='dopri5', \n",
    "                 sensitivity='adjoint').to(device)\n",
    "seq = nn.Sequential(model).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n",
      "\n",
      "  | Name  | Type      | Params\n",
      "------------------------------------\n",
      "0 | model | NeuralODE | 33.5 K\n",
      "------------------------------------\n",
      "33.5 K    Trainable params\n",
      "0         Non-trainable params\n",
      "33.5 K    Total params\n",
      "0.134     Total estimated model params size (MB)\n",
      "/home/michael/.cache/pypoetry/virtualenvs/torchdyn-voYSR01p-py3.8/lib/python3.8/site-packages/pytorch_lightning/trainer/data_loading.py:102: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 48 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  rank_zero_warn(\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6fc2a47c83ff48d69b525591e25e7838",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = Learner(model)\n",
    "if dry_run: trainer = pl.Trainer(max_epochs=1, gpus=1)\n",
    "else: trainer = pl.Trainer(max_epochs=1000, gpus=1)\n",
    "trainer.fit(learn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Nominal')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "system = system.to(device)\n",
    "model = model.to(device)\n",
    "\n",
    "# Sample random initial conditions\n",
    "X_t = torch.randn(1000, 2).to(device)\n",
    "# Evaluate the model's trajectories\n",
    "t_span = torch.linspace(0, 5, 100)\n",
    "_, sys_traj = system(X_t, t_span)\n",
    "sys_traj = sys_traj.detach().cpu()\n",
    "traj = model.trajectory(X_t, t_span).detach().cpu()\n",
    "\n",
    "\n",
    "# Plot the  trajectories with random ICs\n",
    "fig = plt.figure(figsize=(10,3))\n",
    "ax = fig.add_subplot(121)\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "for i in range(len(X_t)):\n",
    "    ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n",
    "ax.set_xlim([-3,3])\n",
    "ax.set_ylim([-3,3])\n",
    "ax.set_xlabel(r\"$q$\")\n",
    "ax.set_ylabel(r\"$p$\")\n",
    "ax.set_title(\"Reconstructed\")\n",
    "\n",
    "\n",
    "for i in range(len(X_t)):\n",
    "    ax2.plot(sys_traj[:,i,0], sys_traj[:,i,1], color='blue', alpha=0.1);\n",
    "ax2.set_xlim([-3,3])\n",
    "ax2.set_ylim([-3,3])\n",
    "ax2.set_xlabel(r\"$q$\")\n",
    "ax2.set_ylabel(r\"$p$\")\n",
    "ax2.set_title(\"Nominal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Nominal Vector Field')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the learned vector field to the nominal one\n",
    "import time\n",
    "fig = plt.figure(figsize=(10,3))\n",
    "ax0 = fig.add_subplot(121)\n",
    "ax1 = fig.add_subplot(122)\n",
    "    \n",
    "n_grid =  25\n",
    "q = torch.linspace(-3,3,n_grid)\n",
    "Q, P = torch.meshgrid(q,q)\n",
    "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n",
    "Ur, Vr = torch.zeros(Q.shape), torch.zeros(Q.shape)\n",
    "\n",
    "for i in range(n_grid):\n",
    "    for j in range(n_grid):\n",
    "        x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n",
    "        H[i,j] = f.net(x).detach().cpu()\n",
    "        O = model.vf(0,x).detach().cpu()\n",
    "        U[i,j], V[i,j] = O[0,0], O[0,1]\n",
    "        Ur[i,j], Vr[i,j] = vf(x)[0,0].detach().cpu(), vf(x)[0,1].detach().cpu()\n",
    "\n",
    "ax0.contourf(Q,P,H,100,cmap='inferno')\n",
    "ax0.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='white')\n",
    "ax1.streamplot(Q.T.numpy(),P.T.numpy(),Ur.T.numpy(),Vr.T.numpy(), color='black')\n",
    "ax0.set_xlim([Q.min(),Q.max()]) ; ax1.set_xlim([Q.min(),Q.max()])\n",
    "ax0.set_ylim([P.min(),P.max()]) ; ax1.set_ylim([P.min(),P.max()])\n",
    "ax0.set_xticks([]) ; ax1.set_xticks([])\n",
    "ax0.set_yticks([]) ; ax1.set_yticks([])\n",
    "ax0.set_title(f\"Learned Energy & Vector Field\") ; ax1.set_title(\"Nominal Vector Field\")"
   ]
  }
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